共 66 条
Ligand Release Pathways Obtained with WExplore: Residence Times and Mechanisms
被引:42
作者:

Dickson, Alex
论文数: 0 引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
Michigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA

Lotz, Samuel D.
论文数: 0 引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
机构:
[1] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
[2] Michigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
关键词:
ENSEMBLE BROWNIAN DYNAMICS;
PEPTIDYL-PROLYL ISOMERASE;
BINDING FREE-ENERGIES;
MOLECULAR-DYNAMICS;
DRUG DISCOVERY;
FORCE-FIELD;
IMMUNOSUPPRESSANT FK506;
ATOMISTIC SIMULATIONS;
PROTEIN ASSOCIATION;
COMPLEX;
D O I:
10.1021/acs.jpcb.6b04012
中图分类号:
O64 [物理化学(理论化学)、化学物理学];
学科分类号:
070304 ;
081704 ;
摘要:
The binding of ligands with their molecular receptors is of tremendous importance in biology. Although much emphasis has been placed on characterizing binding sites and bound poses that determine the binding thermodynamics, the pathway by which a ligand binds importantly determines the binding kinetics. The computational study of entire unbiased ligand binding and release pathways is still an emerging field, made possible only recently by advances in computational hardware and sampling methodologies. We have developed one such method (WExplore) that is based on a weighted ensemble of trajectories, which we apply to ligand release for the first time, using a set of three previously characterized interactions between low-affinity ligands and the protein FKBP-12 (FK-506 binding protein). WExplore is found to be more efficient that conventional sampling, even for the nanosecond-scale unbinding events observed here. From a nonequilibrium ensemble of unbinding trajectories, we obtain ligand residence times and release pathways without using biasing forces or a Markovian assumption of transitions between regions. We introduce a set of analysis tools for unbinding transition pathways, including using von Mises Fisher distributions to model clouds of ligand exit points, which provide a quantitative proxy for ligand surface diffusion. Differences between the transition pathway ensembles of the three ligands are identified and discussed.
引用
收藏
页码:5377 / 5385
页数:9
相关论文
共 66 条
[1]
Large-scale conformational sampling of proteins using temperature-accelerated molecular dynamics
[J].
Abrams, Cameron F.
;
Vanden-Eijnden, Eric
.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA,
2010, 107 (11)
:4961-4966

Abrams, Cameron F.
论文数: 0 引用数: 0
h-index: 0
机构:
Drexel Univ, Dept Biol & Chem Engn, Philadelphia, PA 19104 USA Drexel Univ, Dept Biol & Chem Engn, Philadelphia, PA 19104 USA

Vanden-Eijnden, Eric
论文数: 0 引用数: 0
h-index: 0
机构:
NYU, Courant Inst Math Sci, New York, NY 10012 USA Drexel Univ, Dept Biol & Chem Engn, Philadelphia, PA 19104 USA
[2]
Simulating rare events using a weighted ensemble-based string method
[J].
Adelman, Joshua L.
;
Grabe, Michael
.
JOURNAL OF CHEMICAL PHYSICS,
2013, 138 (04)

Adelman, Joshua L.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Biol Sci, Pittsburgh, PA 15260 USA Univ Pittsburgh, Dept Biol Sci, Pittsburgh, PA 15260 USA

Grabe, Michael
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Biol Sci, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Computat & Syst Biol, Pittsburgh, PA 15260 USA Univ Pittsburgh, Dept Biol Sci, Pittsburgh, PA 15260 USA
[3]
Possible pathway for ubiquinone shuttling in Rhodospirillum rubrum revealed by molecular dynamics simulation
[J].
Aird, A.
;
Wrachtrup, J.
;
Schulten, K.
;
Tietz, C.
.
BIOPHYSICAL JOURNAL,
2007, 92 (01)
:23-33

Aird, A.
论文数: 0 引用数: 0
h-index: 0
机构: Univ Stuttgart, Inst Phys, D-70550 Stuttgart, Germany

Wrachtrup, J.
论文数: 0 引用数: 0
h-index: 0
机构: Univ Stuttgart, Inst Phys, D-70550 Stuttgart, Germany

Schulten, K.
论文数: 0 引用数: 0
h-index: 0
机构: Univ Stuttgart, Inst Phys, D-70550 Stuttgart, Germany

Tietz, C.
论文数: 0 引用数: 0
h-index: 0
机构: Univ Stuttgart, Inst Phys, D-70550 Stuttgart, Germany
[4]
MSMBuilder2: Modeling Conformational Dynamics on the Picosecond to Millisecond Scale
[J].
Beauchamp, Kyle A.
;
Bowman, Gregory R.
;
Lane, Thomas J.
;
Maibaum, Lutz
;
Haque, Imran S.
;
Pande, Vijay S.
.
JOURNAL OF CHEMICAL THEORY AND COMPUTATION,
2011, 7 (10)
:3412-3419

Beauchamp, Kyle A.
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Biophys Program, Stanford, CA 94305 USA Stanford Univ, Biophys Program, Stanford, CA 94305 USA

Bowman, Gregory R.
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Chem, Stanford, CA 94305 USA Stanford Univ, Biophys Program, Stanford, CA 94305 USA

Lane, Thomas J.
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Chem, Stanford, CA 94305 USA Stanford Univ, Biophys Program, Stanford, CA 94305 USA

Maibaum, Lutz
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Chem, Stanford, CA 94305 USA Stanford Univ, Biophys Program, Stanford, CA 94305 USA

Haque, Imran S.
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA Stanford Univ, Biophys Program, Stanford, CA 94305 USA

Pande, Vijay S.
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Biophys Program, Stanford, CA 94305 USA
Stanford Univ, Dept Chem, Stanford, CA 94305 USA
Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA Stanford Univ, Biophys Program, Stanford, CA 94305 USA
[5]
CHARMM: The Biomolecular Simulation Program
[J].
Brooks, B. R.
;
Brooks, C. L., III
;
Mackerell, A. D., Jr.
;
Nilsson, L.
;
Petrella, R. J.
;
Roux, B.
;
Won, Y.
;
Archontis, G.
;
Bartels, C.
;
Boresch, S.
;
Caflisch, A.
;
Caves, L.
;
Cui, Q.
;
Dinner, A. R.
;
Feig, M.
;
Fischer, S.
;
Gao, J.
;
Hodoscek, M.
;
Im, W.
;
Kuczera, K.
;
Lazaridis, T.
;
Ma, J.
;
Ovchinnikov, V.
;
Paci, E.
;
Pastor, R. W.
;
Post, C. B.
;
Pu, J. Z.
;
Schaefer, M.
;
Tidor, B.
;
Venable, R. M.
;
Woodcock, H. L.
;
Wu, X.
;
Yang, W.
;
York, D. M.
;
Karplus, M.
.
JOURNAL OF COMPUTATIONAL CHEMISTRY,
2009, 30 (10)
:1545-1614

Brooks, B. R.
论文数: 0 引用数: 0
h-index: 0
机构:
NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Brooks, C. L., III
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Biophys, Ann Arbor, MI 48109 USA NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Mackerell, A. D., Jr.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Pharm, Dept Pharmaceut Sci, Baltimore, MD 21201 USA NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Nilsson, L.
论文数: 0 引用数: 0
h-index: 0
机构:
Karolinska Inst, Dept Biosci & Nutr, SE-14157 Huddinge, Sweden NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Petrella, R. J.
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA
Harvard Univ, Sch Med, Dept Med, Boston, MA 02115 USA NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

论文数: 引用数:
h-index:
机构:

Won, Y.
论文数: 0 引用数: 0
h-index: 0
机构:
Hanyang Univ, Dept Chem, Seoul 133792, South Korea NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Archontis, G.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Bartels, C.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Boresch, S.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Caflisch, A.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Caves, L.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Cui, Q.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Dinner, A. R.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Feig, M.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Fischer, S.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Gao, J.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Hodoscek, M.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Im, W.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Kuczera, K.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Lazaridis, T.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Ma, J.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Ovchinnikov, V.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Paci, E.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Pastor, R. W.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Post, C. B.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Pu, J. Z.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Schaefer, M.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Tidor, B.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Venable, R. M.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Woodcock, H. L.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Wu, X.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Yang, W.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

York, D. M.
论文数: 0 引用数: 0
h-index: 0
机构: NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA

Karplus, M.
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA
Univ Strasbourg, ISIS, Lab Chim Biophys, F-67000 Strasbourg, France NHLBI, Lab Computat Biol, NIH, Bethesda, MD 20892 USA
[6]
Complete reconstruction of an enzyme-inhibitor binding process by molecular dynamics simulations
[J].
Buch, Ignasi
;
Giorgino, Toni
;
De Fabritiis, Gianni
.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA,
2011, 108 (25)
:10184-10189

Buch, Ignasi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pompeu Fabra, Computat Biochem & Biophys Lab, Barcelona 08003, Spain Univ Pompeu Fabra, Computat Biochem & Biophys Lab, Barcelona 08003, Spain

Giorgino, Toni
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pompeu Fabra, Computat Biochem & Biophys Lab, Barcelona 08003, Spain Univ Pompeu Fabra, Computat Biochem & Biophys Lab, Barcelona 08003, Spain

De Fabritiis, Gianni
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pompeu Fabra, Computat Biochem & Biophys Lab, Barcelona 08003, Spain Univ Pompeu Fabra, Computat Biochem & Biophys Lab, Barcelona 08003, Spain
[7]
X-ray structures of small ligand-FKBP complexes provide an estimate for hydrophobic interaction energies
[J].
Burkhard, P
;
Taylor, P
;
Walkinshaw, MD
.
JOURNAL OF MOLECULAR BIOLOGY,
2000, 295 (04)
:953-962

Burkhard, P
论文数: 0 引用数: 0
h-index: 0
机构: Univ Basel, Dept Struct Biol, Biozentrum, CH-4056 Basel, Switzerland

论文数: 引用数:
h-index:
机构:

Walkinshaw, MD
论文数: 0 引用数: 0
h-index: 0
机构: Univ Basel, Dept Struct Biol, Biozentrum, CH-4056 Basel, Switzerland
[8]
Unbinding of retinoic acid from the retinoic acid receptor by random expulsion molecular dynamics
[J].
Carlsson, Peter
;
Burendahl, Sofia
;
Nilsson, Lennart
.
BIOPHYSICAL JOURNAL,
2006, 91 (09)
:3151-3161

Carlsson, Peter
论文数: 0 引用数: 0
h-index: 0
机构: Karolinska Inst, Dept Biosci & Nutr, SE-14157 Huddinge, Sweden

Burendahl, Sofia
论文数: 0 引用数: 0
h-index: 0
机构: Karolinska Inst, Dept Biosci & Nutr, SE-14157 Huddinge, Sweden

Nilsson, Lennart
论文数: 0 引用数: 0
h-index: 0
机构:
Karolinska Inst, Dept Biosci & Nutr, SE-14157 Huddinge, Sweden Karolinska Inst, Dept Biosci & Nutr, SE-14157 Huddinge, Sweden
[9]
Structure-Based Virtual Screening for Drug Discovery: a Problem-Centric Review
[J].
Cheng, Tiejun
;
Li, Qingliang
;
Zhou, Zhigang
;
Wang, Yanli
;
Bryant, Stephen H.
.
AAPS JOURNAL,
2012, 14 (01)
:133-141

Cheng, Tiejun
论文数: 0 引用数: 0
h-index: 0
机构:
NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA

Li, Qingliang
论文数: 0 引用数: 0
h-index: 0
机构:
NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA

Zhou, Zhigang
论文数: 0 引用数: 0
h-index: 0
机构:
NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA

Wang, Yanli
论文数: 0 引用数: 0
h-index: 0
机构:
NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA

Bryant, Stephen H.
论文数: 0 引用数: 0
h-index: 0
机构:
NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA NIH, Natl Ctr Biotechnol Informat, Natl Lib Med, Bethesda, MD 20894 USA
[10]
Alchemical free energy methods for drug discovery: progress and challenges
[J].
Chodera, John D.
;
Mobley, David L.
;
Shirts, Michael R.
;
Dixon, Richard W.
;
Branson, Kim
;
Pande, Vijay S.
.
CURRENT OPINION IN STRUCTURAL BIOLOGY,
2011, 21 (02)
:150-160

Chodera, John D.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Calif Inst Quantitat Biosci QB3, Berkeley, CA 94720 USA Stanford Univ, Dept Chem, Stanford, CA 94305 USA

Mobley, David L.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ New Orleans, New Orleans, LA 70148 USA Stanford Univ, Dept Chem, Stanford, CA 94305 USA

Shirts, Michael R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Virginia, Charlottesville, VA 22904 USA Stanford Univ, Dept Chem, Stanford, CA 94305 USA

Dixon, Richard W.
论文数: 0 引用数: 0
h-index: 0
机构:
Vertex Pharmaceut, Cambridge, MA 02139 USA Stanford Univ, Dept Chem, Stanford, CA 94305 USA

Branson, Kim
论文数: 0 引用数: 0
h-index: 0
机构:
Vertex Pharmaceut, Cambridge, MA 02139 USA Stanford Univ, Dept Chem, Stanford, CA 94305 USA

Pande, Vijay S.
论文数: 0 引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Chem, Stanford, CA 94305 USA Stanford Univ, Dept Chem, Stanford, CA 94305 USA